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This repository contains scripts and data for windfarm layout optimization using our proposed optimization algorithm SCOUT-Nd (Stochastic Constrained Optimization for N Dimensions) and MF-SCOUT-Nd (Multi-Fidelity Stochastic Constrained Optimization for N Dimensions) Github. The primary goal of wind farm layout optimization is to position the wind turbines to reduce interference and thus maximize power production. This is a challenging and complex problem due to the variable nature of the wind and the complex interactions between turbines through their wakes.

Citation

If you use this code, please cite our paper:

@article{agrawal:hal-04659802,
  TITLE = {{Stochastic Black-Box Optimization using Multi-Fidelity Score Function Estimator}},
  AUTHOR = {Agrawal, Atul and Koutsourelakis, Phaedon-Stelios and Ravi, Kislaya and Bungartz, Hans-Joachim},
  URL = {https://hal.science/hal-04659802},
  NOTE = {working paper or preprint},
  YEAR = {2024},
  MONTH = Jul,
  PDF = {https://hal.science/hal-04659802/file/scout_nd_preprint_neurips_formal_ml_scitech.pdf},
  HAL_ID = {hal-04659802},
  HAL_VERSION = {v1},
}